{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 523 days 06:54:12.690000 worth of data for this one:\n",
      "Points=4681 Min=9.996267909 Max=9.99632127 Mean=9.996293202748976 Std=1.2808194861025034e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458B\"]\n",
    "dut=\"ADRmu1\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458B.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs Keysight 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu3\n",
      "Both were measured on 287 days:\n",
      "Max diff=0.07783229999999897     Mean=0.07782775722996506     Std=1.931327481284012e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu4\n",
      "Both were measured on 232 days:\n",
      "Max diff=0.011349816500000998     Mean=0.00870155830698374     Std=0.0020813385279161893\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu9\n",
      "Both were measured on 205 days:\n",
      "Max diff=0.0024593986249996647     Mean=0.002416219666521353     Std=1.8603295894080398e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu12\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.024929161499999353     Mean=0.02487051597027019     Std=7.746210239407174e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu11\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.025782659000000763     Mean=0.025739726230769252     Std=1.0867614802944493e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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JKjEo6qUFbTa/uLPapUiSJEnqBwyKYu600jzFB1ZtqnIlkiRJkvoDg6KYWyxoc9/KDVWuRJIkSVJ/YFAU40cO4dAJI7h9xbpqlyJJkiSpHzAoCoAzZrVw54oX2N7WXu1SJEmSJFWZQVEAnDarhW0721n8lMNPJUmSpHpnUBQAJx82nsaG4Nala6tdiiRJkqQqMygKgFFDB3HswWO4ZZlBUZIkSap3BkW95PRZLdy/cgMbt/o8RUmSJKmeGRT1ktNnt7Ar4fYV9ipKkiRJ9cygqJcce/AYRg5p4hbnKUqSJEl1zaColwxqbODkQ8dxq/MUJUmSpLpmUNRuTp/VwpPrtvL0C1urXYokSZKkKjEoajenz24BsFdRkiRJqmMGRe3msAkjOWjUUJ+nKEmSJNUxg6J2ExGcPruF25avpX1XVrscSZIkSVVgUNTvOGN2Cxu27uTB1RurXYokSZKkKujToBgR50fEoxGxLCI+2MX3QyLiO8X3d0bEzKL9vIhYFBH3F+/nlB2zoDjnvcVrYtF+eVnbYxGxoWh/RVn7vRHxYkS8ofjukOK6S4s6BndXV7045bDxANy+fF2VK5EkSZJUDX0WFCOiEfg88BpgDnBhRMzptNs7gfWZOQu4HPhU0b4WeF1mzgXeDnyj03EXZeaxxWsNQGa+v6MN+E/gB0X7jWXt5wBbgV8U5/kUcHlmzgbWF/V0V1ddmNg8lMMmjOCOFQZFSZIkqR71ZY/iicCyzFyRmTuAq4ELOu1zAXBl8fka4NyIiMxcnJmri/YHgaERMaQH174QuKqL9jcBP8/MrRERlILjNcV3VwJv6K6uHlx/wDv50PHc/cR62tp3VbsUSZIkqS5ExNCIuCsilkTEgxHxiWrV0tSH554KPF22vRI4aU/7ZGZbRGwExlPqUezwh8DizNxe1vbViGgHvg9clpkvrboSETOAQ4AbuqjpLcBnis/jgQ2Z2VZW39Qe1EVEXAJcAjBp0iQWLFjQxSUHplEvttG6vY2v//RGDh3dWPFxra2tNfU71DvvZ23xftYe72lt8X7WFu9nbajCfdwOnJOZrRExCLg1In6emXccyCKgb4NiVz1wnZfR7HafiDiK0rDPV5V9f1FmroqIZkpB8W3A18u+fwtwTWa273ahiMnAXOD6Cq5dSe1k5hXAFQDz58/Ps88+u4vDBqY5m1/ki0t+zc4xMzn7rMMqPm7BggXU0u9Q77yftcX7WXu8p7XF+1lbvJ+14UDfx6IDrLXYHFS8qvIogr4ceroSOLhsexqwek/7REQTMBp4odieBvwQuDgzl3cckJmrivfNwLcpDXEt9xa6Hnb6ZuCHmbmz2F4LjCmu27m+PdZVL5ynKEmSJO13TRGxsOx1SecdIqIxIu4F1gC/zMw7D3yZfRsU7wZmFyuLDqYU4K7ttM+1lBargdL8wRsyMyNiDPAz4EOZeVvHzhHRFBEtxedBwGuBB8q+PwIYC9zeRT27zVss0vqNxXUp6vhxd3X14M9eE5ynKEmSJO1XbZk5v+x1RecdMrO9WIhzGnBiRBx94Mvsw6BYzP27lNJQz4eB72bmgxHxjxHx+mK3LwPjI2IZ8AGg4xEalwKzgI92egzGEOD6iLgPuBdYBXyp7LIXAld3DnXF4y0OBm7qVObfAR8orj++qKe7uurKyYeOp3V7Gw+u3lTtUiRJkqS6kpkbgAXA+dW4fl/OUSQzrwOu69T2sbLPLwJ/1MVxlwGX7eG0x3dzvY/vof0JfrtQTXn7Cn536Ooe66o3Jx06DoA7Vqzj5QePqXI1kiRJUm2LiAnAzszcEBHDgFdSpUf19eXQUw1wzlOUJEmSDqjJwI3FCMq7Kc1R/Gk1CunTHkUNfCcfOp4f37uatvZdNDX67wqSJElSX8nM+4Djql0H2KOovXCeoiRJklR/DIrqVvk8RUmSJEn1waCobjlPUZIkSao/BkXtlc9TlCRJkuqLQVF7NW/6WFq3t/HEui3VLkWSJEnSAWBQ1F4dOmEEAI+v3VrlSiRJkiQdCAZF7dUhLR1BsbXKlUiSJEk6EAyK2qsxwwczbsRgexQlSZKkOmFQVEVmjh9uj6IkSZJUJwyKqsghLSN5fK2L2UiSJEn1wKCoihw6YQTPbdrOlu1t1S5FkiRJUh8zKKoiHQva+IgMSZIkqfYZFFWR3658alCUJEmSap1BURWZOb4Iis8bFCVJkqRaZ1BURYYNbmTy6KE87tBTSZIkqeYZFFWxQ1pGOPRUkiRJqgMGRVXskJYRrHh+C5lZ7VIkSZIk9SGDoip25ORRbNy2k6de2FrtUiRJkiT1IYOiKnbyoeMBuH35uipXIkmSJKkvGRRVscMmjGBC8xBuX2FQlCRJkmqZQVEViwhOPnQ8d6xY5zxFSZIkqYYZFNUjJx86juc2bXf1U0mSJKmGGRTVI6cU8xTvWPFClSuRJEmS1FcMiuqRQ1pGMNF5ipIkSVJNMyiqRzrmKd71uEFRkiRJqlUGRfXY3KmjeW7Tdta1bq92KZIkSZL6gEFRPXbk5FEAPPzM5ipXIkmSJKkvGBTVY0dObgbg4Wc2VbkSSZIkSX3BoKgeGz9yCBObhxgUJUmSpBplUFSvHDl5FA8ZFCVJkqSaZFBUrxw5eRTLn29lR9uuapciSZIkaT8zKKpXjpzczM72ZNma1mqXIkmSJGk/MyiqV+a8tPKpw08lSZKkWmNQVK8c0jKCwU0NPPKsQVGSJEmqNQZF9UpTYwNHTGrmgVUGRUmSJKnWGBTVa6fOGs9dT7zAms0vVrsUSZIkSfuRQVG99kfHH0z7ruRHi1e91LZzV/Kz+55hXev2KlYmSZIkaV8YFNVrsyaOZN70MXxv4Uoykx8uXsnf3byN9337Hr50y+PVLk+SJElSLxkUtU/+aP7BLF3Tyru/sYj3f2cJY4YEk0cP5VEXuZEkSZIGLIOi9slrj5nM0EEN/OKh53jn6YfwkZOHcsLMcTz2nM9XlCRJkqolIiZGxBsj4n0R8WcRcWJEVJz/mvqyONW+5qGD+OQfzCUI3nDcVBYsWMMRBzVz7ZLVbH5xJ81DB1W7REmSJKluRMQrgA8C44DFwBpgKPAG4LCIuAb498zsdgigQVH77I3HTdtt+/BJzQAsXdPKvOljq1GSJEmSVK9+D3hXZj7V+YuIaAJeC5wHfL+7kzj0VPvd4ZNGAvDYs5urXIkkSZJUdz7dVUgEyMy2zPxRZnYbEsGgqD5w8NjhDB3U4DxFSZIk6cBbEhG/LOYlju7tSQyK2u8aGoLDJzXz2HP2KEqSJEkH2FTg08AZwGMR8aOI+OOIGNaTkxgU1ScOn9TMowZFSZIk6YDKzPbMvD4z3wEcDHyV0kI2j0fEtyo9j0FRfeLwSSN5fvN21m/ZUe1SJEmSpLqUmTuAh4CHgU3AnEqPNSiqT3SsfOrwU0mSJOnAiojpEfG/I+Ie4KdAI3BBZh5X6Tn2+niMiJgGvIXSGNcpwDbgAeBnwM8zc1dvildtO3LyKADuX7WRkw4dX+VqJEmSpPoQEb+hNE/xGuCSzFzYm/N026MYEV8FvgLsAD4FXAj8BfAr4Hzg1og4szcXVm2bNGooh7aM4DfL11W7FEmSJKmefA6Yn5l/29uQCHvvUfz3zHygi/YHgB9ExGBgem8vrtp22qwWvn/PSna272JQo6OcJUmSpANgOvCdiBgE/Br4OXBXZmZPTrK3v72fXww97VJm7sjMZT25oOrHabNa2LqjnXuf3lDtUiRJkqS6kJn/kpnnAL8HLAH+DLgnIr4dERdHxKRKzrO3oDgVuD0ibo6I90ZEy76VrXpyyqHjaQi4denaapciSZIk1ZXM3JyZP8zMdxeL2FwGTAC+Xsnx3QbFzHw/pa7LjwLHAPdFxM+LJNq8j7Wrxo0ePoi508Zw2zKDoiRJknQgRMRDEfH3EXFYeXtmPpSZ/56Zr67kPHudOJYlN2Xmeyk9sPGzwPuB53pTuOrL6bPGs/jpDWx+cWe1S5EkSZLqwYXASOAXEXFnRPxNREzp6UkqXmEkIuYC/wh8ntIqqB/u6cVUf06b1UL7ruSux1+odimSJElSzcvMJZn5ocw8DPhrYAZwR0TcEBHvqvQ8e3s8xuyI+GhEPAR8G9gKvCozT8rMz+7LH0D1Yd70sQwd1MCtDj+VJEmSDqjMvKOYTngxMJbSozMqsrcexeuBocAfZ+bczPynzFxR6ckj4vyIeDQilkXEB7v4fkhEfKf4/s6ImFm0nxcRiyLi/uL9nLJjFhTnvLd4TSzaLy9reywiNpQdMz0ifhERDxdjdjuuc0hx3aVFHYO7q0s9N3RQIyfMHOc8RUmSJOkAiogTIuIzEfEk8AngCkqLlVZkb0FxVmb+fWbe300BsYf2RkrDVF8DzAEujIg5nXZ7J7A+M2cBlwOfKtrXAq/LzLnA24FvdDruosw8tnitgdLCOx1twH8CPyjb/+vAv2XmkcCJwJqi/VPA5Zk5G1hf1NNdXeqF02e18NhzrazZ9GK1S5EkSZJqWkT8c0QsB74IrAZOy8yzMvOLmVlx783eguINEfGXETG908UHR8Q5EXElpSDXlROBZZm5IjN3AFcDF3Ta5wLgyuLzNcC5ERGZuTgzVxftDwJDI2JIpX8oShM4rypqnQM0ZeYvATKzNTO3FgH3nOK6FHW8obu6enB9lTltVumpKrctt1dRkiRJ2pOIODgibixGQj4YEX/di9NsB16TmfMz89OZubLs/MMqPUnTXr4/n9IDGq+KiEOADZSGojYCv6DUG3fvHo6dCjxdtr0SOGlP+2RmW0RsBMZT6lHs8IfA4szcXtb21YhoB74PXJaZ2fFFRMwADgFuKJoOBzZExA+K9l8BH6Q0RndDZraV1dfRFVtJXUTEJcAlAJMmTWLBggV7+CnqR2tr6+/8DrsyGTkIrrnlQcZuXFadwtQrXd1PDVzez9rjPa0t3s/a4v2sDVW4j23A32bmPcXjCBdFxC8z86FKT5CZnwCIiIs7fdUIfIhSPtqrboNiZr4IfAH4QkQMAlqAbZm5obvjCl31wGVP9omIoygN+3xV2fcXZeaq4of7PvA2dn9o5FuAazKzvdhuAs4AjgOeAr4D/ClwbTfXrqR2MvMKSmN9mT9/fp599tldHFZfFixYQFe/w1nP3MOiJ9Zz1llnYefswLGn+6mByftZe7yntcX7WVu8n7XhQN/HzHwGeKb4vDkiHqbUiVVxUCxzQtnnQcApwE8qPbjix2Nk5s7MfKbCkAilHrqDy7anURoj2+U+EdEEjAZeKLanAT8ELs7M5WV1rCreN1NaifXETud8C8Ww07JrLC6GwLYBPwLmUeodHFNct3N9e6xLvXP6rBae3fQiy5/fUu1SJEmSpGppioiFZa9L9rRjsaDmccCdvblQZv5l2es9lILjmZUeX3FQ7IW7gdnFyqKDKQW4zr141/LbOY5vAm7IzIyIMcDPgA9l5m0dO0dEU0S0FJ8HAa8FHij7/ghKQ0pv71TH2IiYUGyfAzxUDFe9sbguRR0/7q6uXvwGKpzeMU/R1U8lSZJUv9qKuYMdryu62ikiRlIaPfk3mblpP107gNZKd+6zoFj03l1K6REbDwPfzcwHI+IfI+L1xW5fBsZHxDLgA5TmDlIcNwv4aKfHYAwBro+I+4B7gVXAl8oueyFwdXmoK4ag/i/g1xFxP6UfqOOYvwM+UFx/fFFPd3Wplw4eN5zp44b7PEVJkiSpG0WH2PeBb2XmD/a2fzfn+UlEXFu8fgI8QmlE5bUR0dU0vN3sbTGb8gvNAGZn5q+K1XKaiuGfe5SZ1wHXdWr7WNnnF4E/6uK4y4DL9nDa47u53sf30P5L4Jgu2lfwu0NX91iX9s1ps1r46ZLVtLXvoqmxLzuzJUmSpIGneNLCl4GHM/Mz+3i6T+/LwRUFxYh4F6XVPccBh1Gaz/dfwLn7cnHVl9NntXDVXU9x36qNzJs+ttrlSJIkSf3NaZQW67w/IjqeLvHhogOuIsXjBjMzb+pun72dp9JunfdRKnoTQGYuBSZWeKwEwCmHjScCblvq8FNJkiSps8y8NTMjM4/JzGOLV8UhsXBjRPxlREwvb4yIwRFxTkRcyW/XY9mjSoPi9szcUXaRJr3Fh2QAACAASURBVLp4XITUnXEjBnPUlFHOU5QkSZL6zvlAO3BVRKyOiIciYgWwlNKaLpdn5tf2dpJK5yjeFBEfBoZFxHnAX9CDZ3BIHU6b1cJXbn2crTvaGD644imykiRJkipQrLfyBeALxcI4LcC2HjzmEKi8R/GDwPPA/cC7KS1Q85GeXEiC0jzFne3JXY/7WEpJkiSpL2Xmzsx8pqchESrvURwGfCUzvwQQEY1F29aeXlD17YSZ4xjc1MBty9Zy9hFOc5UkSZL6o0p7FH9NKRh2GAb8av+Xo1o3dFAj82eM5dZl66pdiiRJkqQ9qDQoDs3M1o6N4vPwvilJte60WS08/Mwm1rZur3YpkiRJUs2KiBkR8cri87CIaK702EqD4paImFd2weOBbT0rUyo5fVYLAL9Zbq+iJEmS1Bci4l3ANcD/K5qmAT+q9PhKg+LfAN+LiFsi4hbgO8ClPSlU6nD01NGMGtrEb3xMhiRJktRX3gecBmwCyMylQMWLhFS0mE1m3h0RLwOOAAJ4JDN39rxWCRobglMPa+GWpQZFSZIkqY9sz8wdEQFARDQBWenBlfYoApwAHAMcB1wYERf3pEqp3CmHjWfVhm2s2uAIZkmSJKkP3BQRHwaGRcR5wPeAn1R6cEVBMSK+AXwaOJ1SYDwBmN/zWqWS42eMBWDhEz5PUZIkSeoDHwSeB+4H3g1cB3yk0oMrfY7ifGBOZlbcVSl152UHNTN8cCP3PLmeC46dWu1yJEmSpFozDPhKZn4JICIai7atlRxc6dDTB4CDelWe1IWmxgaOmz6GhU+ur3YpkiRJUi36NaVg2GEY8KtKD660R7EFeCgi7gJeevhdZr6+0gtJnR0/Yxyfu2EprdvbGDmk0v8UJUmSJFVgaGa2dmxkZmtEDK/04Er/dv7xnlYl7c38GWPZlXDvUxs4fXZLtcuRJEmSasmWiJiXmfcARMTxQMUrSVb6eIybImIGMDszf1Uk0cZelSsVjps+hghY+OQLBkVJkiRp//ob4HsRsbrYngz8caUHVxQUI+JdwCXAOOAwYCrwX8C5PSpVKtM8dBBHTGpmkfMUJUmSpP0qM++OiJcBRwABPJKZOys9vtLFbN4HnAZsKi66FJjYw1ql3zF/5lgWP7WB9l0uqCtJkiTtZycAxwDHARdGxMWVHlhpUNyemTs6NiKiCfBv9tpn82eMo3V7G488u6napUiSJEk1IyK+AXwaOJ1SYDyB0mMPK1LpYjY3RcSHgWERcR7wF8BPelir9DuOnzEWgEVPrueoKaOrXI0kSZJUM+YDczKzVx18lfYofhB4HrgfeDdwHfCR3lxQKjdt7DAmjRriPEVJkiRp/3oAOKi3B++1RzEiGoErM/OtwJd6eyGpKxHB8TPGsvAJg6IkSZK0H7UAD0XEXcD2jsbMfH0lB+81KGZme0RMiIjB5fMUpf3l+BnjuO7+Z3l244scNHpotcuRJEmSasHH9+XgSucoPgHcFhHXAls6GjPzM/tycQlgfjFPceGTL/DaY6ZUuRpJkiRp4MvMmyJiBjA7M38VEcOBxkqPr3SO4mrgp8X+zWUvaZ/NmTKKYYMaHX4qSZIk7ScR8S7gGuD/FU1TgR9VenxFPYqZ+YniYiMyc8ve9pd6YlBjA8dMG83ipzdUuxRJkiSpVrwPOBG4EyAzl0bExEoPrqhHMSJOiYiHgIeL7ZdHxBd6UazUpTlTRvHYs5vZtcvHc0qSJEn7wfbyNWYiogmo+C/blQ49/SzwamAdQGYuAc7sQZFSt46Y1My2ne2sXL+t2qVIkiRJteCmiPgwMCwizgO+B/yk0oMrDYpk5tOdmtorPVbam8MPKk15ffS5zVWuRJIkSaoJHwSeB+4H3g1cB3yk0oMrXfX06Yg4FciIGAz8FcUwVGl/OHxSERSf3cR5cyZVuRpJkiRp4IqIRuDKzHwr8KXenKPSHsX3UJoMORVYCRxbbEv7xcghTUwbO4xHn2utdimSJEnSgJaZ7cCEopOvV7rtUYyIT2Xm3wGvyMyLensRqRJHTGrmsWcdeipJkiTtB08At0XEtcBLT67IzM9UcvDeehR/LyIGAR/qdXlShQ4/qJnlz7eyo21XtUuRJEmSBrrVwE8pZb7msldF9jZH8X+AtcCIiNgEBKUlVQPIzBzVm4qlrhwxqZm2XckT67a8NGdRkiRJUs9l5icAImJEZm7Z2/6d7a1H8SOZORr4WWaOyszm8vfeFCztyW8XtHH4qSRJkrQvIuKUiHiIYhHSiHh5RHyh0uP3FhRvL9439bI+qWKHTRxBY0MYFCVJkqR991ng1cA6gMxcApxZ6cF7G3o6OCLeDpwaEX/Q+cvM/EEPCpW6NaSpkSMnN3PFLSt4fvN23nnGIQ5BlSRJknopM5+OiPKm9kqP3VtQfA9wETAGeF3n6wIGRe1XX7zoeP7rpuV8/56VfGfh05wxu4U/P+NQzpzdQqf/yCVJkiTt2dMRcSqQxWMy/opiGGolug2KmXkrcGtELMzML+9bndLeHTxuOP/0xrn8r1cdwbfveoorf/MEb//KXRw+aST/ffEJTB8/vNolSpIkSQPBe4D/C0wFVgK/AN5X6cHdzlGMiHOKj+sj4g86v3pbsbQ3Y0cM5n2vmMWtf3cOn3nzy3l87Ra+fddT1S5LkiRJ6tci4lPFx1dk5kWZOSkzJ2bmWzNzXaXn2dtiNmcV76/r4vXanhYt9dTgpgb+YN405k0fyy1Ln692OZIkSVJ/93sRMQj40L6cZG9DT/+heH/HvlxE2ldnHj6Bf7v+UZ7fvJ0JzUOqXY4kSZLUX/0PsBYYERGbgKC0vkwAWeljDrsNihHxge6+z8zPVFartG/OnF0KirctW8sbjpta7XIkSZKk/uojmfm/I+LHmXlBb0+yt6GnzcVrPvBeShMhp1KaGDmntxeVeuqoKaMYO3wQNz/m8FNJkiSpG7cX75v25SR7G3r6CYCI+AUwLzM3F9sfB763LxeWeqKhITh99gRuXrqWzPRRGZIkSVLXBkfE24FTu1qANDMresTh3noUO0wHdpRt7wBmVnistF+cObuFta3befiZzdUuRZIkSeqv3gOcDIxhHxYk7bZHscw3gLsi4oeUJkK+EbiyJ9VK++qM2RMAuGXp88yZUtEcXEmSJKmuZOatwK0RsTAzv9zb81QUFDPznyLi58AZRdM7MnNxby8q9cZBo4dyxKRmblm6lnefdVi1y5EkSZL6nYg4JzNvANbvy9DTSnsUycx7gHsqL1Ha/86Y3cLX73iSbTvaGTa4sdrlSJIkSf3NWcANlIaadpbA/g2KUn9wxuET+O9bH+fOx9dx9hETq12OJEmS1K9k5j8U7+/Yl/MYFDWgnHTIOAY3NXDzY2sNipIkSVInEfGB7r7PzM9Uch6DogaUoYMaOemQcdyy1OcpSpIkSV1oLt6PAE4Ari22XwfcXOlJKn08htRvnDl7AkvXtHLTY4ZFSZIkqVxmfiIzPwG0APMy828z82+B44FplZ7HoKgB5w/mTeWISc2846t3ccXNy8nMapckSZIk9TfTgR1l2zuAmZUebFDUgDN+5BB+8Ben8uqjDuKfr3uEv/nOvWzb0V7tsiRJkqT+5BvAXRHx8Yj4B+BO4MpKDzYoakAaMaSJL1w0j//96iO4dslq/viK2w2LkiRJUiEz/wl4B7Ae2AC8IzM/WenxBkUNWBHB+14xiy9edDz3r9rIP1z7QLVLkiRJkvqNzLwnM/9v8Vrck2P7NChGxPkR8WhELIuID3bx/ZCI+E7x/Z0RMbNoPy8iFkXE/cX7OWXHLCjOeW/xmli0X17W9lhEbCg7pr3su2vL2g8prru0qGNwd3Wpfzr/6IN439mz+O7ClfzgnpXVLkeSJEka8PosKEZEI/B54DXAHODCiJjTabd3AuszcxZwOfCpon0t8LrMnAu8ndL42nIXZeaxxWsNQGa+v6MN+E/gB2X7byvb//Vl7Z8CLs/M2ZS6ZN+5l7rUT/3NK2dz4iHj+PsfPsCyNZurXY4kSZI0oPVlj+KJwLLMXJGZO4CrgQs67XMBv51QeQ1wbkREZi7OzNVF+4PA0IgY0oNrXwhc1d0OERHAOcV1Kep4Q3d19eD6OsCaGhv4zwuPY/jgRt73rcXOV5QkSdKAExFfiYg1EVH1OVXRV48WiIg3Aedn5p8X228DTsrMS8v2eaDYZ2WxvbzYZ22n87wnM19ZbC8AxgPtwPeBy7LsDxERM4A7gGmZ2V60tQH3Am3Av2TmjyKiBbij6DUkIg4Gfp6ZR1dSV9F+CXAJwKRJk46/+uqr98dPN6C1trYycuTIql3//ufb+PdF2zl3ehNvm9OTf1tQV6p9P7V/eT9rj/e0tng/a4v3szbs7/v4ile8YmtmjtjT9xFxJtAKfD0zj95vF+6Fpj48d1c9cJ1Tabf7RMRRlIZ9vqrs+4syc1VENFMKim8Dvl72/VuAazpCYmF6Zq6OiEOBGyLifmBTN9eupHYy8wrgCoD58+fn2Wef3cVh9WXBggVU83c4G3gil3D9g8/yxUvOZHCT6zXti2rfT+1f3s/a4z2tLd7P2uL9rA0H+j5m5s39ZX2Uvvxb9Erg4LLtacDqPe0TEU3AaOCFYnsa8EPg4sxc3nFAZq4q3jcD36Y0xLXcW+g07LRjGGtmrgAWAMdRmgc5prhu5/r2WJf6v/OPPojW7W3c/YS3TJIkSf1KU0QsLHtdUu2C9qQvg+LdwOxiZdHBlALctZ32uZbSYjUAbwJuyMyMiDHAz4APZeZtHTtHRFMxZJSIGAS8Fnig7PsjgLHA7WVtYzvmNxbHngY8VAxXvbG4LkUdP+6url7/EjqgTps1nsFNDfzq4eeqXYokSZJUri0z55e9rqh2QXvSZ0ExM9uAS4HrgYeB72bmgxHxjxHRsfLol4HxEbEM+ADQ8QiNS4FZwEc7PQZjCHB9RNxHac7hKuBLZZe9ELi6U6g7ElgYEUsoBcN/ycyHiu/+DvhAcf3xRT3d1aUBYPjgJk47bDy/fngN5ntJkiSp5/pyjiKZeR1wXae2j5V9fhH4oy6Ouwy4bA+nPb6b6328i7bfAHP3sP8Kfnfo6h7r0sBx7pGTuPHRB1i2ppXZk5qrXY4kSZI0oLjSh2rSuUdOBOBXD6+pciWSJElSZSLiKkrT6I6IiJUR8c69HdNXDIqqSZNHD+OoKaO44RHnKUqSJGlgyMwLM3NyZg7KzGmZ+eW9H9U3DIqqWeceOYlFT65n/ZYd1S5FkiRJGlAMiqpZrzxyIrsSbnzU4aeSJElSTxgUVbOOnjKaCc1D+LXzFCVJkqQeMSiqZjU0BOe+bCI3PfY8O9p2AfDsxhf56X2r2bh1Z5WrkyRJkvqvPn08hlRt5x45iavvfppP/vxhHlq9ibueeIFMOHTCCL72pycyffzwapcoSZIk9Tv2KKqmnT6rhWGDGvnqbU+wbssO3v/Kw/n8n8xjXesO3viF27j36Q3VLlGSJEnqd+xRVE0bNriR7777FBobgiMnNxMRABxxUDPv+NpdvOWK2/mPtxzHq446qMqVSpIkSf2HPYqqeXOnjWbOlFEvhUSAWRNH8oP3nsYRB43i3d9cxFdve7yKFUqSJEn9i0FRdWtC8xCuftfJvPLISXziJw/xz9c9XO2SJEmSpH7BoKi6NmxwI//11uN58/xpXHHzCp5at7XaJUmSJElVZ1BU3WtsCP7s9EMAWPjkC1WuRpIkSao+g6IEHD6xmeahTdz9xPpqlyJJkiRVnUFRAhoagnnTx7LIHkVJkiTJoCh1OGHmWB57rpUNW3dUuxRJkiSpqgyKUuH4GeMAuOcph59KkiSpvhkUpcKxB4+hqSFY6DxFSZIk1TmDolQYNriRo6aONihKkiSp7hkUpTLzZ4xlycoNbG9rr3YpkiRJUtUYFKUyJ8wcy/a2XTywalO1S5EkSZKqxqAolelY0MbHZEiSJKmeGRSlMhOahzBj/HDudp6iJEmS6phBUepk/oxx3PPkejLzpba29l20te+qYlWSJEnSgWNQlDqZP3Ms67bs4PG1WwC46/EXOPmTN/Cxax+scmWSJEmq1Pa2dv7yqsU8uHpjtUsZkAyKUifzZ4wFYOET6/n67U/wJ1+6g7Wt2/n5/c+wa1d2f7AkSZL6hU9e9wg/WbKaleu3VbuUAamp2gVI/c1hE0YyZvgg/vnnD7Nh607OfdlEzjpiAh/78YM8uHoTc6eNrnaJkiRJ6sb/PPAsX/vNE7zjtJm8+qiDql3OgGSPotRJQ0NwwsxxbNi6k78+dzZfung+5x9d+h/MzUufr3J1kiRJ6s7TL2zl/1yzhGOmjeZDrzmy2uUMWAZFqQv/eMFRXHvpabz/vMNpaAgmNg/lyMmjuMWgKEmS1G/taNvFpVctJhM+d+E8BjcZd3rLX07qwuTRwzhm2pjd2s6c3cKiJ9ezZXtblaqSJElSdz71P4+w5OkN/OubjmH6+OHVLmdAMyhKFTpj9gR2tid3Pr6u2qVIkiSpk18+9BxfvvVx3n7KDF4zd3K1yxnwDIpShebPHMvQQQ3c/NjaapciSZKkMivXb+V/fW8JR08dxYd/33mJ+4NBUarQ0EGNnHTIeOcpSpIk9SM723fxl1ctZteu5PN/Mo8hTY3VLqkmGBSlHjhjdgvLn9/Cqg0+j0eSJKk/+LfrH2XxUxv4lz88hhnjR1S7nJphUJR64MzDJwBwq72KkiRJVXfDI89xxc0reOvJ0/n9Y5yXuD8ZFKUemD1xJJNGDeHmpc5TlCRJqqbVG7bxge8uYc7kUXzk9+dUu5yaY1CUeiAiOGP2BG5btpb2XVntciRJkurSzvZd/NVVi9nZtovPXzSPoYOcl7i/GRSlHjpjdgsbtu7kN8vXkmlYlCRJ2he/fOg5Hnl2U4+O+cwvH2Phk+v55B8ewyEtzkvsC03VLkAaaE6f1UJTQ/C2L99F85AmZk8ayZwpo/iDedOYN31stcuTJEkaMEorlt7DrIkj+cmlpxMRez3mxkfX8MUFy7nwxOm8/uVTDkCV9cmgKPXQ+JFDuPbS07nnqfU8+uxmHn1uMz+8ZxXfvOMpXn7wGP7stJn83tzJDGq0w16SJKk7D63exIs7d/HAqk3cvnwdp85q6Xb/ZzZu42+/u4SXHdTMP7zOeYl9yaAo9cKcKaOYM2XUS9tbtrfx/XtW8tXbnuCvr76Xf77uYS4+ZSYXnjidcSMGV7FSSZKk/mvRk+sBaB7axBW3rOg2KD6waiOXfH0h23e2Oy/xALDLQ9oPRgxp4uJTZvLrD5zFV//0BA6f1My/Xf8ob/zCbc5jlCRJ2oNFT61n6phhXHLGoSx49HkefXZzl/tdu2Q1b/qv3wDwnXefwmETRh7IMuuSQVHajxoagle8bCLfeOdJ/MPr5vDkuq089cLWapclSZLUL93z5HrmzRjLW0+ewbBBjXzplhW7fd++K/nU/zzCX121mLlTR3PtX57O0VNHV6na+mJQlPrICTPHAXDfyo1VrkSSJKn/Wb1hG89sfJHjp49h7IjBvHn+NH587yqe3fgiAJte3MmfX3k3X1ywnD85aTrf+vOTaRk5pMpV1w+DotRHDp/UzODGBh5YZVCUJEnq7J6nSvMTj59R+sf1d55+KO27kq/95glWPN/KGz5/G7csXctlbziaf37jXAY3GV0OJBezkfrI4KYGXja52R5FSZKkLix6cj1DB5X+vgQwffxwXnP0ZL55x5N8684nGdTYwLf+/CROOnR8lSutT8ZyqQ/NnTqaB1ZvdEEbSZKkMtvb2rnhkTUce/CY3R4pdsmZh9K6vY1pY4dz7aWnGRKryKAo9aG5U0ez+cU2nlzngjaSJEkdvnDjcp5ct5X3nHXYbu0vP3gM1/3VGfzgvacybezwKlUnMChKfapjVa77nKcoSZIEwGPPbeYLC5ZxwbFTOPuIib/z/Zwpoxg22GckVptBUepDh09qZnCTC9pIkiR1+OyvHmP44CY++to51S5F3TAoSn1ocFMDRx7UzH0rN1S7FEmSpKrLTO56fD3nHjnRR130cwZFqY/NnTaaB1dtYtcuF7SRJEn17ZmNL7K2dTvHHjym2qVoLwyKUh+bO3U0m7e38cS6LdUuRZIkqaqWPF0aZfXyaQbF/s6gKPWxuVNL/yO833mKkiSpzt27cgODG3/77ET1XwZFqY/NnjTSBW0kSZIo9SgeOWUUQ5pc1bS/MyhKfWxQYwNzJo/ivpUGRUmSVL/adyX3r9zIsdNGV7sUVcCgKB0Ac6eO5sHVLmgjSZLq17I1rWzZ0c7LXchmQDAoSgfA3Gmjad3exuMuaCNJkurUSwvZGBQHhD4NihFxfkQ8GhHLIuKDXXw/JCK+U3x/Z0TMLNrPi4hFEXF/8X5O2TELinPeW7wmFu2Xl7U9FhEbOl1rVESsiojPlbUdX1xjWUT8R0RE0T4uIn4ZEUuL97F98wupXsyd+v+zd9/hUVXpA8e/ZzLpvfdCQktCJ4SuCBas2AWxd92i7q5tXXfdVXfV37qWtWPDsioKVhAFpEnvBEJLIb1Aei8z5/fHTGISkpBAOu/neeZJ5s6de8/MSZn3nve8x5JiIfMUhRBCCHEmSswu5c21yXg62TLI27m3myM6oNsCRaWUDfAacCEQA8xTSsW02O12oEhrPRh4EXjOuv04cKnWeiRwM/BRi+fN11qPsd7yAbTWDzZsA/4LLGnxnKeAtS22vQHcBQyx3mZbtz8KrNJaDwFWWe8LccqG+LlgbzTIPEUhhBBCnFHMZs27v6Ry+WsbKK+p57X54zAYVG83S3RAd44oxgNJWusUrXUt8Bkwp8U+c4CF1u+/BGYppZTWepfWOtu6fT/goJSy78S55wGfNtxRSo0H/IGfmmwLBNy01pu01hr4ELi8lXYtbLJdiFNitDEQE+QmS2QIIYQQ4oxxrKyGWz/YxlPfJ3LWUB9+uH86U6J8ertZfd7JsjJ7SncGisFARpP7mdZtre6jta4HSgDvFvtcBezSWtc02fa+NcX0iYZ00QZKqXBgEPCz9b4BeAF4qJVzZ7bRPn+tdY61XTmAX/svVYiTGxnszv6sEiloI4QQQogBb/XBfC58eR2bUwp46vIRLLgpDm+Xzoz7nJk6mJXZI4zdeOzWxpRbfkJudx+lVCyWdNTzmzw+X2udpZRyBRYDN2IZDWwwF/hSa22y3r8PWKa1zmgZU3agfe1SSt2FJXUVf39/1qxZ05mnD0jl5eXyPrTBtqyOiloTny1bTZBL/6gjJf05sEh/DjzSpwOL9OfA0l/680iRiS8O13JLrH2XfD6pNWm+OFzLirR6QlwUD050ILg6lbVrU7ugtT2vF/qxMSsTQCnVkJWZ2JONgO4NFDOB0Cb3Q4DsNvbJVEoZAXegEEApFQJ8BdyktU5ueILWOsv6tUwp9T8sb2bLQPE3Te5PBqYrpe4DXAA7pVQ58LK1Ta21L08pFai1zrGmqOa39gK11m8DbwPExcXpGTNmtP1unCHWrFmDvA+tC8gt5d1963EKHsaMsS0H1/sm6c+BRfpz4JE+HVikPweW/tCfy/fl8u+Vu6ipN5PvEML1M4ae1vEO55Xx+093cTC3nlumRPDohcNxsLXpotb2jm7oR6NSanuT+29bY4oGrWVlTuzKBnRUdwaK24AhSqlBQBaWAO76Fvt8i6VYzSbgauBnrbVWSnkAS4HHtNYbGna2BpMeWuvjSilb4BJgZZPHhwGe1uMBoLWe3+TxW4A4rfWj1vtlSqlJwBbgJixFcJq261nr129O760QAgb7uuBgayloc3k/CRSFEEIIMTAt3HiUJ7/bz5hQD0qq6th2tPCUj6W15uPNaTy99ACuDkbev2UC5wyXmVttqNdax7Xz+GlnPXaVbgsUtdb1SqnfAj8CNsB7Wuv9Sql/ANu11t8C7wIfKaWSsIwkzrU+/bfAYOAJpdQT1m3nAxXAj9Yg0QZLkLigyWnnAZ9Zi9N0xL3AB4Aj8IP1BpYAcZFS6nYgHbimUy9eiFYYbQzEBLrJEhlCCCGE6DVms+a55Qd5a10K58X488rcsTz7wwEWbc+kzmTG1qZz6acF5TU8sngvKw/kc/ZQX/59zWh8XWUu4mnoSFZmj+jOEUW01suAZS22/bXJ99W0EoRprZ8Gnm7jsOPbOd+TJ2nPB1gCw4b724ERrexXAMxq71hCnIpRIR4s2p6ByayxkdLQQgghhOhBNfUm/vTFXr7bk82Nk8J58rJYbAyKCYO8WLgpjcTsUkaHenT4eFW1Jua8toH80hr+ekkMt0yJkKUvTl9HsjJ7RP+oqCHEADEi2J3KWhOpx8t7uylCCCGEOIOUVNVx07tb+W5PNo9eOJx/zIltvGg9IcILoNPpp4u2Z5BZVMU7N8dx27RBEiR2AetKEA1ZmQeARVrr/b3RFgkUhehBo0LcAWQ9RSGEEEL0mKziKq55cyM704t4ee4Y7jk7iqarAfi7ORDm5cTW1I4HinUmM2+vS2F8uCfTh8jaiF1Ja71Maz1Uax2ltX6mt9ohgaIQPSjK1wVHWxt2phX3dlOEEEKIPut4eQ3P/nCQ2npzbzel30vMLuXK1zeQU1zNwtvimTOm9YJ6EyK82J5WREdLfXy7O5us4irum9E86BQDhwSKQvQgG4Pi3Bh/Fm3P4Ojxit5ujhBCCNEnfbI5nTfXJksGzmnalFzAtW9twqAUX9w7mSlRbY/8xQ/ypLCiluRjJ58eYzZr3libzPAAV2ZKddMBSwJFIXrY4xdFY2dj4PGvEzp81U4IIYQ4kyzfnwtAXml1L7ek/yqsqOV3n+4kwN2BJfdNYXiAW7v7N8xT3JpadNJjrziQR1J+OffKaOKAJoGiED0swN2Bhy8czoakAr7aldXbzRFCCCH6lLSCCg7klAKQWyKB4qn6+3f7Kamq49XrxxLo7njS/Qf5OOPjYsf2Ld15GgAAIABJREFUkxS00Vrz+ppkwrycuHhkYFc1V/RBEigK0Qvmx4cxLsyDp75PpLCitrebI4QQQvQZP1pHEw0KcmVE8ZSsSMzjm93Z/OacwScdSWyglGJChBdbTxIobkwuYE9GMXefHYmxk2suiv5FeleIXmAwKP515SjKqut5ZumB3m6OEEII0Wcs35dLbJAboV5OMqJ4Ckqq6nj8qwSGB7hy34zBnXpuXIQXmUVV5JRUtbnP62uS8HW156pxIafbVNHHSaAoRC8ZFuDKPWdHsXhnJhuSjjd77OeDefz2fzspq67rpdYJIYQQPS+vtJqd6cXMjg3A383hpCOKn21NZ82h/B5q3akxmzVvr0vm611ZlFR1///1Z5YmUlBRy/9dPRo7Y+c+6sc3zlNsfVRxT0YxG5IKuGPaIBxsbU67raJvM/Z2A4Q4k/125mCWJuTw568S+PGBs7CzMfDa6iT+s/IwWkP8IC9umhzR280UQgghesRP1rTT2SMCOJJfzp7MtpeT2ph0nEeXJODpZMsvj8zE2b5vfqx9b0Mq/1x2EACjQTE5ypvzY/w5LyaAAHeHLj3X2sPHWLQ9k/tmRDHSunZzZ0QHuuJsZ8O2o4WtLqPx+pok3ByMzJ8U3hXNFX2cjCgK0YscbG145vIRpBVU8vzyQ9z3yU5eWHGYOaODiAl0439b0qUyqhBCiDPG8v25RPo6M9jPhQB3B3JKqlv9P1hRU88jS/bi42JPUWUdCzcd7fG2dsTB3FKeX36I82L8+eq+KdwxPZKsoiqe+GY/k/61ijmvbeC11Ukk5Z98SYqTKauu47HFe4nydeb3s4ac0jGMNgbGhXuyrZXKp0n5Zfy4P4+bp0Tg0keDctG1JFAUopdNGezD1eNDeG9DKj8l5vKXi6N58box3DApnIO5ZezKaPtqqhBCCDFQFFXUsjmlkNmxASilCHBzoLbeTHHliema//fjITIKq3jt+rGcM8yXBetSKK+p74VWt63WpHngs924Odry7JUjGRvmyaMXDufnP81g5R/O4qELhgGW13Luf9Yy84U1PPvDQXalF2E2d/4i8XPLD5JTWs3zV48+rbTQ+AgvDuWVUVzZvNjeG2tScLA1cMuUiFM+tuhf5HKAEH3A4xdFU1tv5tq4UKYNsSyGe9mYIJ5ZmsinW9IZF+bZyy0UQgghutfKA3mYzJrZIwIAGtMyc0ur8XS2a9xv29FCFm46ys2Tw5kY6Y29rQ2Xv7aBhRuP8ptzOle8pTstOVLLwdx63rslDm8X+2aPDfZzZbCfK785ZzA5JVWsTMzjp8Q83lmfwptrk/Fztee8GH8uiA1gUqQ3dkYDZrOmoKKW3JJqckqqyC2tJrfEcssuqWJzSiG3TxvE+PDT+8wwYZBlnuKOtCJmRfsDkFlUyTe7s7hxcvgJr0UMXBIoCtEHeDrb8cq8sc22udgbuWxMMF/tyuShC4bh59a18xiEEKK/efeXVPJKq/nDeUOlkMYA9OP+XILcHRgZbJlb5+/2a6AYHWhZ4qG6zsTDX+4l2MORh2cPB2BMqAczh/uxYH0KN00Ox9XBtndeQBMbk4/z49F65k8MY+Zw/3b3DXR35MbJEdw4OYKSyjpWH8rnx/25fLUri0+2pOPqYMTd0Za80mrqTM1HGo0Ghb+bA4HuDsyfGMafzh922m0fE+qBrY1i69HCxkBxwboUlII7p0ee9vFF/yGBohB92D1nR7J4RybPLT/EC9eO7tBztNZkl1QT5O6AUqqbWyiEED2joqaef/94iKo6E5uSC3h9/jhCvZx6u1mii5TX1LPuyHHmTwxr/N/VOKLYZImMF1ccJvV4BZ/cMbFZ8Zr7Zw1hzmsb+HBTWq+PKpZU1fGnRXvwd1I8fnF0p57r7mTL5WODuXxsMNV1JjYkHWflgTyq68wEuFsCwgA3BwLcLTcfZ3sMhq79X+9ga8OoEA+2WSufHi+v4bNtGVw+JpggD8cuPZfo2yRQFKIPC/d25rZpg3hzbTI3TApjbDspqFprNiQV8MqqI2w9WshTl4/gRqlKJoQYIJbvy6WqzsTvZw7m/Y1HufTVX3jpujHMGObX200TXWDNoXxq683Mjg1o3Obnao9SvwaKu9KLWLA+hXnxoUwd7NPs+aNDPZg13I+31/X+qOJfv9lHflkNf55oj5PdqX/UdrC1YVa0f+OoXk+Ki/DkvV9Sqa4z8f6GVGpNZu6ZEdXj7RC9S4rZCNHH/XbmYPxc7Xnyu8RWJ7drrVl7+BhXv7mJG97dQnphJUP9XXjhp0MnTETvLRmFldSbzL3dDNFPvLEmmdkvrevtZog+ZvHOTMK9nXjwvKF899tpBLg5cOsH23hp5eFTKvwh+pbl+3LxcbEjzrqOH4CtjQEfF3vySqupqbeknPq7OfDYRa2P0t1/7hBKqupYuPHoabXFbNZkFFay/sgxUo6Vd6r6+Ld7svlmdza/nzWESPf+mx4dH+FFnUmz/shxPtyUxuzYAKJ8XXq7WaKHyYiiEH2ci72RR2YP549f7GHJriyuHh8CWALE1YfyeXlVEnsyign2cOTpy0dwTVwIKccquPiV9by08ghPXhbbq+3fkVbINW9u4m+XxnLzlAiKK2t5e10Kt04dhK+rTIgXJ9qSWsDB3DJq6k3YG/vvBy3RdbKKq9iUUsADs4ailCLCx5mv7pvK418l8NLKI+zOKOal68bg4WR38oOJPqe6zsTqg/lcNiYYmxZplAFuDuSWVvP66mSO5Jfz/q0TcGtjtHBUiAfnRvuxYH0qN02JaHO/pupMZjanFLAzrZikY+Uk5ZeTcqycmvpfL256OtkyPtyT8eFejA/3ZFSIe6tzZLOLq/jLVwmMDfPgvhlR/LI+q5PvRN8RF+6FUpbR0bLqeu6b0XeKBImeI4GiEP3AFWOD+WhzGs8tP8gFsf5sSi7glZ+PsC+rlBBPR/515UiuGheCndGSJBAd6Mbc+DA+2pzGDZPCGOzn2ivtrq038+jiBMwaliXkcPOUCD7Zks7ra5L5KTGPT++cJMGiOEHyMct6YsfKagjx7P05aPuySli+L5c/nj9U5v32kq92ZqK15W9hA0c7G164djRjwz35x3f7ueS/v/DmDeMZEdz5RcZF79qQdJyKWlNjtdOm/N0c2JtZzMbkAi4dHcQ5J0k1fuDcoVzy31/4YMPRNtcSrDOZ2ZRcwLKEHJbvz6W4sg6lIMTTkShfF6ZGeTPYz4UwbycyCivZfrSIHelFrDyQD1gKyMQGuxMX7mkNID3xdbHnT1/sod6seem6MRht+nfSnruTLcP8XTmYW8b0IT6MDJHfqzORBIpC9AMGg+LJy2K5/LUNnPX8aooq6wjzcuL5q0ZxxbhgbFv5h/TH84by3Z5snvr+AAtvi++WdlXXmSioqCW4jcntb621XAEeH+7JtqOFFFXU8v3eHEK9HMkqquL6BZv5/vfTZNSoC7yzPgVneyPz4sN6uymnpbrORGZRFQB5pdV9IlBcsjOL9zakcsOk8MbiGqLz9mQU4+5oS4SPc6eel11cxZtrUzhrqC9h3s1/HpRS3DgpnBFBbtz3yU6ufGMjT82J5boJ/fv34Ezzw75cXB2MTI70PuGxQHcHVh6owcnOhsfbSDltakSwO+dG+/PO+hTCvJyoNZmpqTdTU2eipt5MekElPyXmUlRZh7OdDefF+HPRyECmDfFpfT5hFI0/T4UVtexMswSNO9KK+HhzGu/+kgqAj4sdx8trefbKkYR7d+5nvK+aEOHFwdwy7pW5iWcsCRSF6CfGhHpw69QINiQd5y8XxzBnTFC7Vyy9Xey5f9YQnl56gNUH8zlneNcWfNBac8fC7exKL2LNQ+ecMDJYbzLz+ppkZscGcO+MKOa8toF3fknhQE4pf70kBm8XO+7/bDc70oqYEuXTxllER737Syo5JdXkFFfx4Hn9d+Qr9XgFDdOB8kprercxVumFlQAcyCmVQPE03PPxDgb7ufDR7RM7/BytNY8tScBk1jw9Z0Sb+40N8+T7303j/s9288jiBHamFfP3ObGyhEYfV1Zdx+IdmSzfl8t5Mf6NWTFNNfzO/W7mkA7//j1w7hAuezWPBz7ffcJjznY2nGsNDs8e6tupnxEvZzvOjfHn3BhLcZnaejOJOaXsSCtiR1ohAW6OXDchtMPH6+vunB7J0ADXVgN4cWaQQFGIfuRvl3ZuvuFNkyP435Z0nlqayLQhPq2OPJ6qH/bl8kvScQBeW53Ek5fFUlVrQqNxsjOSU1JNVZ2Jc4b7MjLYHX83e95aa1mH6eJRgTja2WBQsDm5QALF06S1pqC8Fk8nW175OYmSqjr+dmlsl5dM7wkNaafQvCR+b0ovrAAgMae0yy+4nCmOldWQU1JNcWUdtfXmVgOClipr63l55RHWHj7G3y+LPWE0sSVvF3sW3hbPiysO8+rqJPbnlPDG/PGyhEYnaK1ZsjOLhKwSHr1weLcF2kfyyvhwUxpLdmZSUWtidKgHvzmn9VGrC2IDOF5ew23TIjp8/BHB7qx/ZCbVdSbsjQbsjTbY2xqwNxqwszF02YU0O6OBMaEejAn14PZpg7rkmH1JmLcTN3pL9fQzmQSKQgxgdkYDj18cze0Lt/PhprQu+0dWWVvP098nEh3oxoggN/63JZ0Rwe48szSRqYN9ePX6cY2jMKFeThgMilnR/vxvSzrxg7waF1EeEezO5pTCLmnTmay0qp5ak5mHzxlGXmk1C9anUlpdz/NXj+rSiwM9ITm/AqUsc4Dyyro+UKyuM2FQqkOBClg+ODcdURQnl1lUyf7sUi5osszB/uwSAKrqTCRkFTM+3FLZ0mTWfLIlDW9ne8aGeRDo7oBZwxfbM/jPisPkl9Vw5djgDi/1Y2NQ/OmCYYwJ9eDBRbu55L+/8NLcMSed1yYgKb+cv3yd0Pg3OflYOQtuiuuyYLHeZGblgXw+3HSUjckF2NkYuGR0IDdNjmBMqEebzxvs59Lpi6RAm1MihBAdJ4GiEAPczOF+TB/iw8srD3PF2GC8nE+vKmBJVR0Pfr6b7JJqXp43lmAPR77Zk82fvtgDwO6MYuDXdL2GuRrnx1gCxUtHBTYea3KkN+9vOEpVrQlHO0kRO1XHyi0pmr6u9tw+bRAeTnb834+HKKuu49Xrx/Wr9LuU4+WNH/DyumFE8aZ3txLo4cDLc8d2aP9j5TVU11mqH/a3QPFIXhm+rvY9Xgl0wboUFm5K4+vfTG0MAPZn//rebU4pbAwUf9yfy1+/2d/4mL+bPQ62NqQVVDIuzIM3bhjXuG9nnBvjz/e/m8Y9H+/ktg+2cV1cKEop7GwUV48PlcIcTVTXmXh9TTJvrknGwdbAP68YiY0BHl2SwF0f7eDtG8ef1t+QAuti7Z9sTiO7pJogdwcenj2M6+JC8XaRYmZC9GUSKAoxwCml+OslMcx+eT3/WXGIpy8fecrHOpRbxj0f7yCjsJJ/zIllgnW9q8cviuZQXhku9kYWrE+hqtZEemEltjaKAOvo4dlDfXl9/jjObbJw8KRIb95al8Ku9CKmDJb001N13Boo+rjYo5TiN+cMxs3Rlr9+s4+b39vKOzfH9eri052RfKycKF8Xymvqu3yOYvKxcrYeLSTiJCmMTWVYL3iMCnFnX1YJ1XWmfhN4z39nC7NHBPCPdub2dYejBZb37J9LD/D53ZNQSrE/u4QwLyec7GzYnFLAb86xlNp/95dUwrycePX6sexKL2ZXehG5pdU8Ons4s0cEnFaKYLi3M0vuncJfv9nHou0ZeDnbUV5Tz8JNaYwOcWf+pHAuGx3Ub/qzO2xIOs5fvt5H6vEK5owJ4i8XxzTON1coHl68l7s/2sFbpxAs7skoZuGmo3y/J4dak5mpg73522WxzBru1+8rggpxppBAUYgzwBB/V26Y2LBcRjjDA9w6fYzv92bz8Jd7cbY38uldkxqDRICbp0Q07qO1pSBJemElIZ5OjWtiKaW4aGRgs2PGRXha5immFPR4oFhVa+K2D7bh62rPzOF+XDo66IT1u/qy6joT1XUmPJzsmgWKDW6cFI6bg5E/LtrD/He28MGt3VP5tiuZzZrk/Ari473JK63u8hG8b3dnA5BRVEWdydyhtNyGkfELYgPYm1nCodwyRreTJtdXmMyaY+U1JOWXn3zn05RyrJwf9uVy91mRGG0MpBdW4mxnw9ajhfyUmMcFsQHszy5lRLAbfq4OfL4to1kRkL9dGsOoEA9GhXg0/i3pKo52NvzfNaN59qpR2BgUJVV1LNmZySdb0nn4y72sTMzj7ZviuvSc/cHx8hqeWXqAr3ZlEeHtxEe3xzN9iG+zfa6dEIpG88jiBO75eAdv3nDyYLG6zsTSvTl8uDmNPRnFONvZMDc+lBsnhTPEv3eWaRJCnDq5pCPEGeKBc4fi6mDLU98nohvKSnZAvcnMP5cd4Lf/20V0oBvf/25asyCxqShfF8AycpNeUHnSIhKuDraM7KV5irsyitiUUsCqA5bKeD8fzG93/5dXHuEf3yX2UOvap7Xmno93MG/BFgCOlzUEis1TDOeMCebtm8ZzKLeMa9/aRGG1+YRj9SW5pZYCSFF+zvi52ZNX2nWpp1prvtmdhdGgMJl140jhyaQXVKEUnGetcthf0k/LquvQGtIKOvY6T9Wm5AKueH0j//fjIXakFWEyazKLKrl+YhhRvs4898NBCitqSSuoJDbInUmR3lTVmdiZXsSCdSm42hu5Jq77q0Q2XARyd7Tl1qmDWPHgWdw6NYJVB/MprKjt9vP3FWaz5rOt6cx6YS3f783mdzMHs/yBs04IEhtcNyGMZ68cyZpDx7j34x3U1Jta3S+ruIrnlx9kyrM/88cv9lBWXcffL4tl859n8Y85IyRIFKKfkkBRiDOEp7MdD547hA1JBaxIzOvQc0prNTe+u5W316Vw0+RwPr1zUmMhmtYM8nFGKWugWFhJeAeqDU4d7MO2tEIeW5JAfhcGBieTkGkprrHiD2djUJCQWdzu/j/sy+GzbenUmXo/2Fpz+BhrDh3jSF4ZJrPmeHktNgaFZytz0WYO9+fD2+LJK6nmmc3VpB6v6IUWt61pwNZQ8TTSx4UANwcqak2UVde1+dxNyQUdDib3ZpZwtKCSa+JCADr8PqQXVhLg5sBgXxec7Wz6TaBYXGl537JLqtr8cH+6vtiewU3vbcHN0ZKcdDi/nJySKupMmkhfFx67MJqU4xU88fU+AGKD3Jg4yHKRae7bm1makMO8iWG42Pd8cpNSiqvGhWAya37an9vj52+LWWvu/XgHf/1mX5cfO7+0mrkLNvPokgSGBbjyw/3T+eP5w046Sjg3Pox/XTmS1YeOce/HOxt/nrTWbEw6zt0fbWf6cz/z5tpk4sI9+eSOiaz6w9ncPCWi36S8CyFaJ6mnQpxB5k8K5+Mt6Tyz7ABnD/Ntd6H7PRnFPLmxior6av59zWiuHh9y0uM72NoQ4unIzvRiSqrqCOtAoHjfOYOprDXx8eY0ftiXw7s3x51S8YrO2ptVQqiXI0EejkT5ujQrtlFvMjebQ6O1JrOoispaEwlZJYwL82x2LK01X2zPZPbIANy6+YNRvcnMM0sPWL43a3JKqjheXoOXs12by2FMjPTm07smMe/NX7jmzU18eFs8MUGdTz/uajvSCrnqjU38786JTIny4XCeJVCM8nVuDADzSmta/bCZUVjJvAWbsTMamDchlEcvjG63INI3u7OxszFw79mD+XRrRpuB4qHcMvZkFlNYUcutUyPIKKxsrNw7LMCVAzllXfDKu19xlSVQ1Boyi6oaR/u7Qml1Ha+vTubNtclMHezN6/PHM+3ZnzmSV0aUj6V4VZiXE1OivJkU6cXShBwAYoPc8XS245HZwymqrCU2yO2EdPSeFBvkRri3E0sTcpgbH9Zr7WhqQ1Y9P+zLRSm4fdqgLlu4fXdGMXd/tJ2y6nqev2oU18SFdGr+57z4MLSGP3+VwH0f72TGMF8WbkojKb8cTydb7j47ivkTwwjxlKVIhBhIZERRiDOIrY2BJy6JIa2gkg82HD3h8YzCSt5Zn8JVb2zk8tc3oIDF907pUJDYIMrXhc0pBQAdWr/Mxd7Ik5fF8uODZ+HhaMv1C7bwxppkvtmd1a3r6O3NLGZUsGWuWWyQW2Og+M3uLMb8YwX7skoa9y2qrKO8ph6g8bU1P1YJDy/ey6JtGd3W3gafbcsgKb+8cbmAjEJLoOhzkuqBI4LdeWyiI3Y2iuve3sT2o72/LMmhXEtg+MX2TMAyx3Wwnwu+rvaNI9dtjRhuSbW0/xzrB9YF61PaPI/JrPlubzbnDPclzNsJTydbUloJFBdty+CCl9bx8Jd7efaHg3y+LYP0wsrGCx7RgW4cyC09aep2TkkVZnPH07u7Q3Hlr+mU6V2UflpdZ+KRL/cS/8xK3lybzNwJoXxwazzujrYM8XfhUG5Z45zOMC8nlFI8flEMYKlm2lAk5d4ZUfz5omjmjAnu1eVblFJcOCKQjckFFFXUUltv7lRaflcrrKjl80O1jAh2w9Zg4N1fUrvkuIt3ZHLtW5uwtTGw+N4pXDsh9JSKBF0/MYxnrhjBqoP5PPHNfhxtbfj3NaPZ9NgsHpk9XIJEIQYgCRSFOMOcPdSXmcP9+O/PSRwrqyEpv4z/rjrCxa+sZ/rzq3l66QGqak08eO5Q/j7FkRHBnSsjH+XrQm29JT0zvBPVJaN8XVh87xRig9x4bvlB7v9sN7NfXtctAU1RRS0ZhVWNJfJjg9zJLa2moLyGpXtzKK+p595PdlBiTd9rmh65pZX5lFutQUtiN6clllbX8eKKw8RHeHHHdMuamBlFlRwrrz1hfmJrglwMfHHvFHxd7Lnh3S2sPXysW9t7MplFlvd1+b5cdqUXsSu9mLnWD7H+bpagoq1AcWtqAe6Otrwxf7wlWNx4lOq61lMsNyUXcKyshsvHBAOWFOnUY80DxW1HC3n86wSmD/FhzZ9mMDbMg7fWppBbWt0sUCyrriezqKrN17QjrYipz/7MA5/vPq1gccnOTJYl5DReoOiskqpfU3aPFpx+unF1nYm7PtrBoh0ZXDkuhK/um8KzV/26TudQf1cO55WRVliJ0aAIsi5xMjLEnXvOjuK6CX1jxK6li0cGYjJrbn5/KyP+9iOvr0nutbY8+8MBqurhhWvGMGdMEIu2Z1DUyfmTezOL+XRrOiazpt5k5qnvE/njF3uIC/fk299OIzrw9DIJ5k8M5+PbJ/LVfVP49rdTuXp8yBldNVaIgU4CRSHOQI9fHE11nYmZL6zh3P+s44UVh7E3GvjzRcNZ+9AMlt0/nd/PGoKLXeevOjdNcevIiGJT3i72LL53Clsfn8XXv5mKp5Md89/ZwvPLD7L6YH6nPzS1Za91tHBUY6Bo+fC0O6OYDUnHiQv3JLekmj99aVkbsmGUJD7Ci+1HC6lvMU+xYXQrMbt7A8XXVydTUFHLXy6JJsjDEYOCzMJKjpfV4NvB9ciCPRxZdM9kIn1cuGPhNpbszOy10a+MoipsbRRVdSbu/2w3tjaKK8ZagrmGEcXcNgLFbUeLmBDhicGguPvsKAoqavlyR2ar+369OwtXeyPnDLcsuj7Ix6VZ6mlGYSX3fLSDUE8nXp03jggfZ+45O4qsYktA2DRQhLYL2pjMmie/3Y+d0cC3e7L5+3f7T2mEKvlYOX9YtIf7PtnJuKdWsCn5xFHsk2mYo2hQp1bQ5vnlB/nPisON9//4xR7WHT7Gc1eO4p9XjGRsi/Trof6uFFXWsTOtiBBPx2YVhB+9cDh/OG9op9vQE0YEuzHU34W0gkq8nO34aldWl58jvaCSfy07wLGytpd72Xa0kEXbM7kgwpZhAa7ceVYk1XVmPt6c1uHzpBVUcOO7W3lsSQI3vLOFW97fxru/pHLr1Ag+vC3+tNfQbTBtiA9jwzxPa+kSIUT/IIGiEGegKF8XHp49jDGhHvxjTiybH5vFkvumctdZUac9JybK1/J8b2e7UypSoZTCz9WBMaEeLL53ChMjvXlzbTK3frCNsU+tYOYLa9iZXnTC87TWrDmUz9PfJ/LWWkvq6paUAtILKk8YaWooXNMwWtowX2/hpjQqak3ceVYk954dxYrEPArKa8iwjnxdPT6EiloT+5oEhGazZntaIUrBkfzyNke1Tia/rJr/rDjcWNClpYzCSt7bkMoVY4MZFeKBrY2BQHdHMoqsqaeuHV+42sfFns/unsTYUE/+sGgP57ywhjfWJLf7QbY7ZBZVMiHCizAvJ9ILKzk/JqBxAW5neyOu9kbyW1lLMb/MUpQn3loYZeIgL0aHuPPO+hRMLYLe6joTy/flcsGIgMaRj0hfZ3JLq6moqaeipp47P9xOncnMOzfH4e5kmQ95XrQ/kdaf5YYLHsMDXFGKNucpLtqeQUJWCc9dNYo7pw9i4aY0XlmV1On35bs92SgFb94wHndHW97b0PkUxIZAcbCfS+OFjo76aX8ur69J5vNt6QBU1NSzLCGH26cN4toJrVcoHWqtark9rYiwLppX1xOUUnzzm2lsfXwW95wdSVJ+OSlt/A52ltmseX9DKhe8tI631qXw8qrDre5XZzLz+FcJBHs4MifK8vM31N/VOg+w7ZHypsqq67hj4XaUsgTmuzOK2ZpayPNXj+Jvl8bKuoVCiFMixWyEOEPddVYUd50V1eXHjfKzjCh2djSxNV7Odnx4WzwVNfUkZJWwM72Ijzal8dAXe/jh/rOwM1o+/OzPLuFfyw7yS9JxbG0UdaYTR3G8nO0IcHPgwhEB7EgvItLHubHwjIeTHcEejqw7fAxbG8XUwT64Odjyys9J7M0qIaOwEm9nO2YMt5SQ35JSwBjrWnpJx8oprqxj1nA/Vh3M53BeGaNCOr7OXmVtPQvWpfLWumQqa01sTDrOF/dMPuFq/fM/HkIBD10wrHFbqJcjB3JKqanZWSOhAAAepUlEQVQ3493J0QI3B1s+vmMiP+zL4X9b0nlu+UFe+OkQ58f6My8+jKlRPm0Wx+kqmUVVzBzmR1yEF6+sOsJ1LYIQf3eHVuepbj9quVDQsEyLUorbpg3i/s92szujmPHhv452rT6YT3lNfWPaKVhST8FS+fTlVUc4nFfGB7fGE9lkNNxgUDxw7lD+8lUCg60/0872RsK9nE4YUbzrw+2sPXyMmnoz8RFeXDY6iEtHBVFYUceLKw/j5WLXOKe0qYqaepbszMTfzYHzYwMAywWP7/ZkEx/hxewRAexIK+SDjUcpqqjFsxN9XFxVi6u9kUgfF47kd7wAz/HyGh5bkoCNQZFXWkNhRS2pxyvQmsaKpa0ZGmB5j0xmTZiXY4fP1xc0FEE6N8afJ79LZEViHnef3X7xH5NZo7VuMwBLPlbOI1/uZXtaETOG+eJkZ8Oi7Zn8fuYQ/FpUjn73l1QO55Xzzk1xGPMPNG6/a3ok17+zha93ZbVbbMdk1jzw2W5Sjlfw0e3xTIny4eKRgdTUmxt/doUQ4lRIoCiE6FLeznZ4Otk2fhjvCs72RiZFejMp0pvhAa7c9sF23v0llfNj/XljTTKLd2bi7mjL3y6NYf7EcGrqTeSVVpNbUkNOSRW5JdXkllaTfKycF6zpdHPGBDU7R2yQG1nFVcSFe+Fib2REsBtKwd6MEjIKqwjxcsLP1YEoX2c2pxRw99mWILsh7fQW65ps+7NLOxQoaq35alcWz/5wkPyyGi4aGcBgP1deWXWkcZHyBjvTi/huj2XNs4a5XwChnk5sSbWkW56smE1r7IwG5owJZs6YYJLyy/l8Wzpf7shkWUIuYV5OzI0P5erxIfi5tr0kSmfUmcx8sjmNi0cF4epg5FhZDSGejtw6bRCRPs5MH+LTbH9/N/vG0dymtqYW4mhr02z+bIw1LTSzqLJZoPjj/ly8ne2YHOXduC3COuL12JIEErJK+NulMZw19MR15C4bHcQlIwObBcwxTQofgWXUaPWhfEaHeDBjmC/XxlnmWCoFz141kuLKWv76zT48nWy5ZJTlZy6vtJoPNh7lk81plFbX4+9mz3kx/iilSMwpJflYBbdNs8xBvWJsCAvWp/L93mxunBzR4fe6pLION0dbwn2c+PlgPiazbpYO2lJidimLd2byze4symrq+cvF0fz9u0QO5JQ2pum2VynX18UeDydbiivrCPfqPyOKTYV4OhEb5MZPiXmNv99NVdbWs+7wcVYeyOPng/nUmcz8+aJorosLbfwZqTeZWbA+lRdXHsbR1ob/XDuaK8YGk15YyfJ9ubzzSyp/vii68ZgZhZW8tPIw58f4c26MP2uaBIqTo7wZEezGgvUpXNvkHC39+6dDrDqYz1NzYpkSZfkd6ooLdUIIIYGiEKJLKaV4+6Y4AtpZb/F0zBzuz3kx/rzw0yGeW34QO6OBu6ZHct85g3F3tIwQ2hkNuDrYMtjvxEWe1xzK58UVh7l0VMtA0Z2fEvOYMcwSMLg62BLp40xCVjHphZWN8xknRnrz3e7sxiU0tqUW4u9mz9QoH1zsjR2ap1hSVcefv0pg6d4cxoR68MYN4xgf7kW9ycyyhBye++EgM4f7YWtjQGvN098n4uNif8KH11AvJxqmwHUm9bQ1g/1cePziGP50wTCW78vl063pPL/8EP/56TDnxVhGGacNPvVRxnqTmQc+283ShBzyymoaK+mGeDniYm/k8rHBJzxn+hBfnv3hIEt2ZnLluF8r725NLWRsmEezipmB1gA6p8kIpNaazSmFTIrybhYkRfhYPkQnZJUwLz6UW6ZEtNnulq83OsCNZQm5lNfU42Jv5Hh5DXUmzZyxwSeMGtraGHht/jhufHcLD36+m/LqeranFfHN7ixMZs3sEQH4utizcFMaGYVVhHk78d2eHIwGSzVOsARnwwNcWbIrq3OBYlUdHk62hHs5U2syk1taTbBH85E+rTU/7s/llVVJJOaUYmujmDncj9umDmKIvyt//y6RxOxSUgsqcHMwnvD8ppRSDPV3ZWtqIWGdKGLV15wfE8BLqw6TlF+GyQzHymo4WlDB6oP5/JJ0nJp6M24ORmYO9yOnpJrHliTwze4s/nXlKGrqTTz0xV4SskqYHRvAPy6PbbzIEu7tzKWjg/h4cxr3zYjCw8kOrS1zWg1K8bfLYk9oi1KKO6dHcv9nu1l9KJ9Z0f4n7PPN7izeWJPM9RPDuKGVUWshhDgdEigKIbpcQ0pgd3nysljKquuYHOnD9RPDGsvud8SMYX7MGOZ3wvZpQ7x5Y62hMQUQYHSIB+uOHKO4so5LRlk+uE+K9OZ/W9JJzCllZLA7244WEj/IG4NBERPoxv7skhOO3dSOtEJ+/+luckureXj2MO4+K6oxiDHaGHh09nDu+HA7n2/L4IZJ4SxLyGVnejHPXjnyhDmfoU1S/DpS9bQj7I02jaOMycfK+XxbBl/uyOSHfbmEejkyd0IY18R1bpTRbNY8vHgvSxNycLE3sjOtqDGNsb2S+ndMG8TPB/L5y9f7GBvmySAfZ47klZGYU9osBRcsy6y4ORjJLv61ImlGYRW5pdVMapEy6WRnJMrXGR8Xe/5+2YhOFeVoKGhzKLeU8eFejQVvgj1afz8cbG145+YJXPfWJh5dkoCjrQ3zJ4Zz29RBhHk7cTC3lIWb0th2tJBQL0e+25PNtCE+zQqPXD42mGd/OMi+rJIOVyEubggUrUFbWkFFs0AvraCCv327nzWHjjHEz4W/XxbLpaODmp3X382eAzmlpByvICbI7aTv01B/F0ug2I9Hs86P9efFlYc59z/rmm0P8XTk+olhnBftz4RBXo0XcT7flsEzyw5wwUvr0Frj7mjL6/PHtbo+5H0zBvPN7mw+2HiUB84dyk+Jeaw6mM/jF0W3GYRfNDKQ55cf4u11KScEinsyinn4y73ED/LiyUtjpbiMEKLLSaAohOh3gj0c+eyuyV16zPHhXiT+fXazEaRRIe4ssVZBbEjlagg6tqQUorVlBGuqNa0xJsiNz7dltJrmZzJrXludxMurjhDk4cCX90w+oXIkwKxoP+IjvHhp5WEuGhnIs8sPMDzAlWviTiwiEtokyOpo1dPOiPJ14c8XRfPH84fy0/48Pt2azv/9eIgXVxzm3Gh/5k0MY3oHRhlfWHGIJTuz+MN5QymqrOXTrekctaYzhrYTKBptDLw0dwwXvbKe3326k8X3TuHV1Uk42dkwr5U5W0Eejs0Cxc2plmqh8YO8T9h3yX1TcbKz6fQ6ftHW9MvEnDLGh3uRXVzdeO62uDta5oOuTMxj9ogAPJx+DcaG+rni5mBke1ohET7OZBVXnVAh9KpxIbz7Syo3vbeVj2+f2G4KaIPiylqGB7g1CRQrmRJlCdpfXZ3Eq6uTsDUonrgkhpsnh7c61y460JJmm15Yydz41ovYNDVtsC+rDx5rTO3tj4YHuPL8VaOorK3Hx9UeXxd7AtwdGteFbEopxdz4MGYO9+OZZQewszHw2EXRbVYXHRbgynkx/ry/4SjXTwzjyW/3MzzAlVumRrTZHlsbA7dOjeDppQfYk1HMaOvc6PzSau76aDu+rva8MX9c43xtIYToShIoCiGEVcuAZ1Tor3MNG0ZJ/NwciPSxzFM8WlCBg62Bi0b9miZYVWfimaUH8HSyxc5oaLx9uzubLamFXDY6iKevGNFYSKclpRSPXTScK17fyDVvbiSjsIqPbo9vdX5ZQ/CqFF1W+r419kYbLh0dxKWjg0ixjjJ+sSOT5ftzCfF0ZO6EUK6JC21c0qKpz7am89rqZObFh/G7mYP5fm8O7284yooDedjaKPxOMhoc5OHI81eN4q6PdvDg57tZvi+XO6ZHtvp6LYHir6mnW1ML8XSyZUgrBT0a0pQ7K8jdATcHY2NBm4bAtL1AESxzSFsrSGIwKOIivNiaWoi90QY7o4HzY5uPHPm62rPo7snMX7CZeQs28+Ft8Y0BQ1tKqupwd7Il0N0RL2c7fj6Yz7z4ML7dk81/Vhzm4pGBPHFJDAHubY8MRwe6seaQZa3NmA6svzd7RACzRwScdL++TCnVZmXXtvi5OfDy3LEd2ve+GZZqyle/sYmckmpevX7cSS9WzI0P4+VVR1iwPoVXrx/XuKZlWXU9i++d0lgpWAghupoEikII0YaYQDeMBkW9WTcb+ZoY6cX3e3MAuHBEYGPQNznSG0+n1pczcLKz4d/XjOaqccEnTREbG+bJxSMDWZqQw4xhvkwfcmKhFbCMItoZDbjYG3us/H2krwuPXRTNH84fyopEyyjjv386zIsrj3ButB/z4sOYPsQXG4Ni7eFjPP71Ps4e6stTcyypcQ2FZjYlFxDm5dShOY/nxwZw8+RwFm5Kw95o4I7pg1rdL8jDodnSKVtSC4gf5NWl1VuVUkQHujUGilnFVbjaG9sM/DsiLsKTnw/mU1BRy8xhfri2cqxBPs58fvdkrn9nMze8s4X3b51AXBsp3lpriivr8HC0xcagmBcfyutrkkkvqOTtdSkM9nPhv/PGnvR9abo4e0dGMcXJjQ3zZOpgbzYkFTAvPqxZ4aW2uNgbuX5iGAvWpfDJljQ2JhWwO6OYN28Y36yPhBCiq0mgKIQQbXCwtWGovyuH8soIbDIHbVKkN59uzQDgmvG/FlkJ9XJi11/PR2tNnUlTZzJTW2+m1mTG2d7YqXUlH71wODX1pmYVElsyGBQhno4Yu3kZi9bYG224ZFQQl4wK4ujxCj7dls6X2zP5cX8ewR6OXDYmiI82pTHU35XX5o9rDGSDPBwJdHcgp6S63fmJLT12UTSpBZVMivRqc35koLsjxZV1VNbWU1xZR0ZhFbdOaT2oPB3RgW4s2p6B2azJLq466WjiycRbA77iyjoua1GNt6lQLyfryOIWbnpvK+/cHNfqfhW1JurNGg/rmpA3TorgzbUpPPD5LhJzSnn2ypEdCp5jAi3FoIwGJcssdKE/XxTN66uTeWT2sJPvbHXrlEEs3pHJ41/tA+AP5w3t96O3Qoi+TwJFIYRox4xhvtgaDc3SwyZa57yFeDoyKfLE+W9KKeyMCjujAedTzAoL9XLinZsnnHS/86L9qTefuG5kT4rwceaxC6P543nDGkcZ31iTTICbA+/dEndCgDwuzJOlCTmEeHY8wHKwteHD2+Lb3aehIEh2cTX7sixFheLbWfvvVMUEulFZayKtsJLskiqC2ihk01EjQ9yxMxqwNViqjrYn0N2Rz+6exA3vbOHW97fxm9G2zGixT3FlLQAejpb03AB3y/qh3+/NwcfFrtUKs62J8HbG3mhgkI8z9kabzr4s0YbYIHdemz+uU88JcHdg/cMzOV5eg1lrwvvxPFAhRP8hgaIQQrTjoQuG8VCLbQHuDlwyKpDpQ7p/UfqTeaydEceeZmc0cPGoQC4eFUhGYSUOtjatVqQdF24JFLt6rbegxkCxii2pBbg6GLslNa/hmAdySskurmZ0B9bNbI+90YbLRgfh7WKHg+3JAzI/Vwc+u2syN7yzhVd2ljI8JrdZtd7iyjoA3J1+TWG9deogvt+bw02TIzp0DrAUE7pkVBAR/Xi5i4HE0c5G1kcUQvQoCRSFEKIdbc0nfPX6zo0InGna+0DbkGrZ1dUxA62FWSyBYiHxEV7tLjJ/qob4u2BjUOxMK6Kwova0U08B/n3N6E7t7+Vsx6d3TuKKl1dy3yc7eXnuWC62FlUqqbIEih5NCvaMD/dk8b1TGtcD7agXru1cu4QQQgwcUk9ZCCFEjxoZ4s4X90zu8jlWAe4OKAV7MktIOVbRLWmnYEmDjfRx5ueD+QDtLkTfndydbHloggNjwzz43ac7WbIzE/h1RLHpMhxgCRY7uxyIEEKIM5f8xxBCCNHjJnTDaJ+tjQF/VweWJVgq0k5sZf5oV4kOdCPFuhZkV4wonipHo2LhbfFMjvLmj1/s4csdmRRXWecoOp16JVYhhBBCAkUhhBADRqCHAyVVdTjb2TCiG5d0aDr3MbCdtQh7gpOdkXdvnsCEcC/+uewAx8ssgeKprhUphBBCgASKQgghBpCG0b3xEV7durZktHXpCKVod9H6nuJga8NdZ0VSWFHL93uzcbA1dLhojRBCCNEaCRSFEEIMGEHWoG1iN81PbBBjHVH0d3XoM/P+zhrqi6eTLUfyyxuXxhBCCCFOVd/47yaEEEJ0gYYRxe4OFH1d7fF2tjvtNRS7UsPyJCDzE4UQQpw+WR5DCCHEgHHxqEAqa02MDfPs1vMopbjzrMhmS1D0BVeMDebjzekyP1EIIcRpk0BRCCHEgOHn6sBvzhncI+e65+yoHjlPZ4wL8yTS17nXluwQQggxcEigKIQQQgwQSikW3T0ZO6PMLBFCCHF6JFAUQgghBhAfF/veboIQQogBQC45CiGEEEIIIYRoRgJFIYQQQgghhBDNSKAohBBCCCGEEKIZCRSFEEIIIYQQQjQjgaIQQgghhBBCiGa6NVBUSs1WSh1SSiUppR5t5XF7pdTn1se3KKUirNvPU0rtUEolWL/ObPKcNdZj7rbe/KzbX2yy7bBSqti6Pdx6jN1Kqf1KqXuaHGu89RxJSqlXlFLKut1LKbVCKXXE+rV7V24WQgghhBBCiD6k2wJFpZQN8BpwIRADzFNKxbTY7XagSGs9GHgReM66/ThwqdZ6JHAz8FGL583XWo+x3vIBtNYPNmwD/gssse6bA0yxbp8IPKqUCrI+9gZwFzDEeptt3f4osEprPQRYZb0vhBBCCCGEEGeE7hxRjAeStNYpWuta4DNgTot95gALrd9/CcxSSimt9S6tdbZ1+37AQSnVmYWh5gGfAmita7XWNdbt9lhfs1IqEHDTWm/SWmvgQ+DyVtq1sMl2IYQQQgghhOhxSqlrrBmSZqVUXHefz9iNxw4GMprcz8QyotfqPlrreqVUCeCNZUSxwVXAribBHsD7SikTsBh42hroAZZUU2AQ8HOTbaHAUmAw8JDWOtv65ma2aF+w9Xt/rXWOtV05DemtLSml7sIyIom/vz9r1qxp4604c5SXl8v7MIBIfw4s0p8Dj/TpwCL9ObBIfw4Mfawf9wFXAm/1xMm6M1BUrWzTndlHKRWLJR31/CaPz9daZymlXLEEijdiGQ1sMBf4Umttajyg1hnAKGvK6ddKqS872L52aa3fBt4GiIuL0zNmzOjM0wekNWvWIO/DwCH9ObBIfw480qcDi/TnwCL9OTD0pX7UWh8AsJZV6XbdmXqaCYQ2uR8CZLe1j1LKCLgDhdb7IcBXwE1a6+SGJ2its6xfy4D/YUlxbWou1rTTlqzprPuB6dZzh7TRvjxrampDimr+SV+tEEIIIYQQQrTPqJTa3uR2V283qC3dGShuA4YopQYppeywBHDfttjnWyzFagCuBn7WWmullAeWVNHHtNYbGnZWShmVUj7W722BS7AMwTY8PgzwBDY12RailHK0fu8JTAUOWVNLy5RSk6zVTm8CvmmlXTc32S6EEEIIIYQQp6peax3X5PZ20weVUiuVUvtaubWs9dLtui311Drn8LfAj4AN8J7Wer9S6h/Adq31t8C7wEdKqSQsI4lzrU//LZb5hE8opZ6wbjsfqAB+tAaJNsBKYEGT084DPms6ZxGIBl5QSmks6ab/1lonWB+7F/gAcAR+sN4AngUWKaVuB9KBa077DRFCCCGEEEKIdmitz+3tNjTozjmKaK2XActabPtrk++raSUI01o/DTzdxmHHt3O+J1vZtgIY1cb+24ERrWwvAGa1dR4hhBBCCCGEGMi6M/VUCCGEEEIIIUQXUEpdoZTKBCYDS5VSP3br+ZpnaYpTpZQ6BqT1djv6AB+aL28i+jfpz4FF+nPgkT4dWKQ/Bxbpz4Ghq/txlNbarguP120kUBRdSim1XWvd7QuAip4h/TmwSH8OPNKnA4v058Ai/TkwnMn9KKmnQgghhBBCCCGakUBRCCGEEEIIIUQzEiiKrvb2yXcR/Yj058Ai/TnwSJ8OLNKfA4v058BwxvajzFEUQgghhBBCCNGMjCgKIYQQQgghhGhGAkUhhBBCCCGEEM1IoHiGU0qFKqVWK6UOKKX2K6Xut273UkqtUEodsX71tG6fr5Taa71tVEqNtm53UEptVUrtsR7n7+2c82brcY8opW5usn15k+e/qZSy6e7XP9D0sf5co5Q6pJTabb35dffrH2j6Sn8qpVyb9ONupdRxpdRLPfEeDDR9pU+t26+zHne/Uur57n7tA1Ev9edypVSxUur7Ftt/q5RKUkpppZRPd77ugaqr+rPJ8WyUUrta9lWLfdr6/XxGKZWhlCrvrtc7UPWxfuzfn2211nI7g29AIDDO+r0rcBiIAZ4HHrVufxR4zvr9FMDT+v2FwBbr9wpwsX5vC2wBJrVyPi8gxfrV0/p9w/HcmhxrMTC3t9+f/nbrY/25Bojr7fekP9/6Un+22G8HcFZvvz/98dZX+hTwBtIBX+t+C4FZvf3+9LdbT/en9fFZwKXA9y22jwUigKOAT2+/N/3x1lX92eR4fwD+17Kvmjze3v/QSdb2lPf2+9Lfbn2sH/v1Z1sZUTzDaa1ztNY7rd+XAQeAYGAOlg8OWL9ebt1no9a6yLp9MxBi3a611g1XvWytt9YqJV0ArNBaF1qPswKYbT1GqXUfI2DXxvNFO/pSf4rT1xf7Uyk1BPAD1nfJizzD9KE+jQQOa62PWfdbCVzVZS/0DNEL/YnWehVQ1sr2XVrro13wss5YXdWfAEqpEOBi4J12TtneZ6LNWuucrnptZ5I+1o/9+rOtBIqikVIqAssVyS2Af8MfKOvX1tIGbwd+aPJ8G6XUbiAfyy/MllaeEwxkNLmfad3WcIwfrc8vA748jZdzxusL/Qm8b01VfEIppU7j5Zzx+kh/AswDPtda96t/dn1RL/dpEjBcKRWhlDJi+cAUerqv6UzWQ/0pesjp9ifwEvAwYG7nNB35mytOQ1/ox/782VYCRQGAUsoFy5D4A02ufrS3/zlYfpkeadimtTZprcdguRITr5Qa0dpTW9nW+IFTa30BlpQBe2Bmp16EaNRH+nO+1nokMN16u7Fzr0I06CP92WAu8GlH2y5a19t9ar3qfS/wOZbR4aNAfWdfh7Dowf4UPeB0+1MpdQmQr7XecbKntrJNLsJ1kb7Sj/35s60EigKllC2WX6RPtNZLrJvzlFKB1scDsVwJadh/FJYh+Dla64KWx9NaF2OZnzZbKTVR/VoA4zIsV1maXrUOAbJbPL8a+BZLioDopL7Sn1rrLOvXMiy5/fH/397dhFpVRQEc/698FJGBCho1iEAIg4caQZI1kCaBRDVpUhR9IEiUo4JGUoNAlKCIGoSjaBDkzLE0iGhQ0Ks0jD50HmX2wBDirQZ7C/dceo/u43j3Ofr/weKee77uPnu9++7ZZ5+PXjf0OjGUfNZ17wIW/sePptYwlJxm5snM3JOZDwA/Aj/1vKnXhTnnU1dZT/l8EHgsIs4DnwAPR8TH69kn0voMLY+j3bfNAVwoabQLylGQj4B3psYfo3vB79E6fCfllKW9U/NvBTbV4ZspR6gf/Y/P2wKco1zsu7kObwE2ArfXeRYoR7lfbl0/Y4sB5XOBejMFyrU2J4CDretnbDGUfE5MPwK82bpexhxDyimwrb5uBpaAu1vXz9hi3vmcmH8fq99Y4zzezKZpPmfI1Zr/c+s83sxmpHnkGti3bV4Ao/EfADxE6R7/ru4oLAH7KXfEO0U5wnxqYsfiOHBhYt6v6/idwDd1PaeBw2t85gv1C/kz8HwddxvwVV3+DPAepeeieR2NKQaUz1sod8a8ks93gQ2t62dsMZR8Tkz7FdjRul7GHEPKKeUU4h9qjOpOfEOJRvn8HPgN+JvSk/FIHX+ovv+H0ptxvHX9jC36yufUOvexSgOjTl/t+3m05nOlvr7Run7GEkPJI9fAvm3UDZEkSZIkCfAaRUmSJEnSFBuKkiRJkqQOG4qSJEmSpA4bipIkSZKkDhuKkiRJkqQOG4qSJM0gIjZFxEt1+I6IONG6TJIk9c3HY0iSNIOIuIvyPK3FxkWRJOmqWWhdAEmSRuYIsD0iligPbr4nMxcj4jngCWADsAi8DdwIPANcBvZn5h8RsR14H9gKXAIOZObZ+W+GJEmr89RTSZJm8zrwS2buBl6bmrYIPAXcD7wFXMrMe4EvgWfrPB8Cr2TmfcCrwAdzKbUkSTOwR1GSpP58lpnLwHJEXARO1vHfAzsjYiOwF/g0Iq4sc9P8iylJ0tpsKEqS1J/LE8MrE+9XKL+5NwB/1t5ISZIGy1NPJUmazTJw63oWzMy/gHMR8SRAFLv6LJwkSX2woShJ0gwy83fgi4g4DRxbxyqeBl6MiG+BM8DjfZZPkqQ++HgMSZIkSVKHPYqSJEmSpA4bipIkSZKkDhuKkiRJkqQOG4qSJEmSpA4bipIkSZKkDhuKkiRJkqQOG4qSJEmSpI5/Af4sC7tPYMkMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu6\n",
      "Both were measured on 160 days:\n",
      "Max diff=0.00035844599999990123     Mean=0.0003410584968749908     Std=4.959515785408453e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu15\n",
      "Both were measured on 143 days:\n",
      "Max diff=0.003253141000001847     Mean=0.0032038041188810684     Std=1.4595583939817322e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu20\n",
      "Both were measured on 57 days:\n",
      "Max diff=0.05140100750000087     Mean=0.05139095624561388     Std=4.273167313043814e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('difference (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu11\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
